Tsai, Chen-Tse. creator author. aut http://id.loc.gov/vocabulary/relators/aut Upadhyay, Shyam. author. aut http://id.loc.gov/vocabulary/relators/aut Roth, Dan. author. aut http://id.loc.gov/vocabulary/relators/aut SpringerLink (Online service) text sz 2024 1st ed. 2024. monographic eng

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electronic resource

access XIV, 154 p. 39 illus., 25 illus. in color. online resource. This book focuses on Entity Discovery and Linking (EDL), which is the problem of identifying concepts and entities, disambiguating them, and grounding them to one or more knowledge bases (KBs). The authors first provide background on the topic and emphasize why it is a crucial step toward understanding natural language text. As most of the content on the internet is not in English, the book also discusses cross-lingual EDL. The authors present the challenges associated with EDL problems and explain the existing solutions. The book covers the core challenges that apply to all EDL problems, as well as the additional challenges associated with cross-lingual EDL problems. The authors also survey relevant research papers, highlight recent trends, and identify areas for future research. Introduces entity discovery and linking and discusses its important role in natural language processing Explains the challenges and existing solutions to both monolingual and cross-lingual EDL problems Identifies resources for readers, including popular datasets, knowledge bases, and evaluation methodologies. Chapter 1 Introduction to Entity Discovery and Linking -- Chapter 2 Knowledge Bases, Datasets, and Evaluation -- Chapter 3 Overview of Entity Discovery and Linking Pipeline. by Chen-Tse Tsai, Shyam Upadhyay, Dan Roth. Natural language processing (Computer science) Expert systems (Computer science) Machine learning Data mining Image processing Digital techniques Computer vision Artificial intelligence Natural Language Processing (NLP) Knowledge Based Systems Machine Learning Data Mining and Knowledge Discovery Computer Imaging, Vision, Pattern Recognition and Graphics Artificial Intelligence QA76.9.N38 9783031749018 https://doi.org/10.1007/978-3-031-74901-8 https://doi.org/10.1007/978-3-031-74901-8 250218 20251030114942.0 978-3-031-74901-8